1

Real World Data Jobs in Virginia (NOW HIRING)

Generate and analyze synthetic data to augment computer vision models where real-world data is scarce * Train, evaluate, and optimize deep neural network models on overhead imagery, including ...

Minimum Qualifications: * 23 years of experience developing, deploying, and maintaining large-scale ML models in production using real-world data * Bachelors degree in mathematics, statistics ...

Sr. Data Scientist

Fairfax, VA · On-site

$175K - $205K/yr

Are you passionate about building intelligent search and retrieval systems and applying GenAI to solve real-world data challenges? Join ECS, a leading provider of cloud, AI, data, and enterprise ...

Minimum Qualifications: * 2 3 years of experience developing, deploying, and maintaining large-scale ML models in production using real-world data * Bachelor's degree in mathematics, statistics ...

Minimum Qualifications: * 2-3 years of experience developing, deploying, and maintaining large-scale ML models in production using real-world data * Bachelor's degree in mathematics, statistics ...

Data Scientist

Herndon, VA · On-site

$106K - $180K/yr

Generate and analyze synthetic data to augment computer vision models where real-world data is scarce * Train, evaluate, and optimize deep neural network models on overhead imagery, including ...

... real-world data (RWD) science operations. This role owns the health, stability, and compliance posture of a suite of clinical and regulatory R&D platforms - including Axway Secure Transport (ST ...

... real-world data (RWD) science operations. This role owns the health, stability, and compliance posture of a suite of clinical and regulatory R&D platforms - including Axway Secure Transport (ST ...

... real-world data (RWD) science operations. This role owns the health, stability, and compliance posture of a suite of clinical and regulatory R&D platforms - including Axway Secure Transport (ST ...

Data Scientist

Arlington, VA · Hybrid

$75K - $127K/yr

Minimum Qualifications: * 2-3 years of experience developing, deploying, and maintaining large-scale ML models in production using real-world data * Bachelor's degree in mathematics, statistics ...

Director, Biostatistics

Triangle, VA · On-site

$190K - $260K/yr

Proven experience working with Real World Data and its applications in clinical research. * You have experience developing SOPs to document departmental processes for biostatistics. * Demonstrated ...

Data Science Tutor

Blacksburg, VA · Remote

$18 - $40/hr

Adapts instruction using Jupyter notebooks, real-world data sets, and end-to-end project workflows to support students from introductory data literacy through advanced analytics and machine learning ...

Familiar with data analysis curricula and common challenges such as handling messy real-world data, choosing appropriate visualization types, and translating data findings into business ...

Data Analysis Tutor

Blacksburg, VA · Remote

$18 - $40/hr

Familiar with data analysis curricula and common challenges such as handling messy real-world data, choosing appropriate visualization types, and translating data findings into business ...

Showing results 21-40

Real World Data information

See Virginia salary details

$21.4K

$116.6K

$192.6K

How much do real world data jobs pay per year?

As of Sep 3, 2026, the average yearly pay for real world data in Virginia is $116,596.00, according to ZipRecruiter salary data. Most workers in this role earn between $94,821.00 and $145,879.00 per year, depending on experience, location, and employer.

What is a real world data?

A Real World Data (RWD) job involves collecting, analyzing, and interpreting healthcare data generated outside of traditional clinical trials, such as electronic health records, claims data, patient registries, and wearable device data. Professionals in this field work to generate insights that can support drug development, regulatory decisions, and healthcare policy. These roles require expertise in data management, biostatistics, epidemiology, or health informatics. RWD jobs are critical for understanding real-world patient outcomes and improving healthcare interventions.

What does a typical workday look like for someone in a real world data position?

In a Real World Data role, your typical day might include accessing and preparing large healthcare datasets, performing statistical analyses, and collaborating with clinical, regulatory, and data science colleagues. You may also spend time developing reports or visualizations to communicate findings to stakeholders, as well as ensuring data quality and compliance with privacy standards. Teamwork is vital, as projects often involve close collaboration with cross-functional teams in research, product development, or regulatory affairs. The work can be both independent and highly collaborative, offering a dynamic and engaging environment for those who enjoy tackling complex challenges.

What are the key skills and qualifications needed to thrive in the real world data position, and why are they important?

To thrive in a Real World Data role, you need expertise in data analysis, statistics, and a background in healthcare, epidemiology, or life sciences. Familiarity with data management tools like SQL, SAS, R, or Python, as well as knowledge of regulatory guidelines such as HIPAA or GDPR, is typically required. Strong attention to detail, critical thinking, and effective communication are essential soft skills that distinguish top candidates. These competencies are crucial for accurately interpreting complex health data, ensuring compliance, and effectively collaborating with multidisciplinary teams to generate actionable insights.

Infographic showing various Real World Data job openings in Virginia as of August 2026, with employment types broken down into 1% As Needed, 78% Full Time, 19% Part Time, and 2% Contract. Highlights an 85% Physical, 4% Hybrid, and 11% Remote job distribution, with an average salary of $116,596 per year, or $56.1 per hour.

Modeling & Simulation Engineer

Sedaro

Arlington, VA • On-site

Full-time

Medical, Retirement, PTO

Re-posted 11 days ago


Job description

Overview

Sedaro is hiring a Modeling & Simulation Engineer to build the high fidelity simulation software that powers our cutting-edge simulation platform and help transform how aerospace technology is built.

  • Team: Modeling & Simulation, reporting to the Team Lead
  • Location: In person in Arlington, VA
  • Ability to obtain a TS security clearance


Who We Are

Our simulation platform enables digital mission engineering and model-based optimization through distributed, multi-domain, rapid analysis across hundreds of interacting systems. Our simulations have run at massive scale in data centers, in the loop with hardware in the lab, and on-orbit onboard real space hardware. Join us as an early employee and transform how teams collaboratively engineer the next generation of satellite constellations and connected fleets.


Who You Are

  • You are a self-driven and creative engineer with a passion for solving complex problems.
  • You take pride in writing clean, efficient, and maintainable code to build robust and scalable simulations.
  • You thrive on technical challenges and take pride in owning your work from concept to implementation.
  • You are a natural collaborator, adept at working with interdisciplinary teams to build and refine cutting-edge software in a fast-paced, innovative environment.


What You'll Do

As a Modeling & Simulation Engineer, you will be a hands-on individual contributor focused on expanding our platform's simulation capabilities. Your responsibilities will include:

  • Taking ownership of technical projects and driving development.
  • Developing high-fidelity simulation software and analysis tools for a diverse range of complex systems and validating these models against real-world data.
  • Configuring and executing large-scale multi-simulation studies that leverage cloud compute resources for uncertainty quantification, sensitivity analysis, and optimization.
  • Performing code review for peers and providing technical feedback and suggestions to other engineering teams to drive platform improvement.
  • Supporting contract meetings with technical input and demonstrations to external stakeholders.


Benefits

  • Equity
  • Unlimited PTO
  • 401(k) with 4% match
  • 100% premium payment for Medical Insurance
  • Parental Leave
  • Flexible work schedule with core hours
  • Company provided lunches 3 days a week
  • Industry-leading career development opportunities


Requirements

  • Bachelor's degree in physics, applied math, engineering, or similar
  • Experience writing software to model complex physical systems
  • Experience with git, automated testing, and related software development tools & practices
  • Experience validating simulation models against real-world data
  • Experience with data analysis and visualization
  • Able to obtain a TS security clearance